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分类依据与纠错

AI 根据所提供的论文材料归类:摘要是医学非单调回归案例;其中变点指 BMI 曲线形状,不能据此归为宏观结构变化。

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正在核对关联版本…

代码、数据与补充材料

正在核对对应版本的资源…

关注这篇论文的作者
Daniel McGee
Zhaohai Li
Richard Cooper

确定身体质量指数与死亡率关系的最低点:案例研究

研究问题
当身体质量指数与死亡率呈不对称的非单调关系时,如何估计死亡率最低点及其置信区间,并考察不同群体的差异?
方法与思路
作者比较含 BMI 变换的逻辑回归和变点模型,分别结合 delta 方法、剖面似然与 bootstrap 构造最低点置信区间。
材料陈述的贡献
摘要称,研究定量估计最低点并检验群体异质性;所考察交互中仅种族与 BMI 交互显著,黑人最低点略高于白人。
阅读关注点
应核对非对称曲线和变点的设定、最低点估计的稳定性、区间构造条件,以及年龄和吸烟调整与异质性检验方式。
阅读边界
仅据 OpenAlex 索引摘要,稿件版本未注明;未提供最低点数值与区间,观测关联不能解释为改变 BMI 的因果或临床建议。

原文摘要

Many studies have demonstrated a nonmonotonic relationship between mortality and body mass index (BMI), with excess mortality occurring at both low and high levels. Although much discussion and many different analyses have appeared, to our knowledge no attempt has been made to quantitatively establish the BMI at which minimum mortality (BMImin) occurs or to establish confidence intervals for this BMI, accounting for the asymmetry of the relationship. We model the nonmonotonic relationship between BMI and mortality in 13,242 black and white participants of the NHANES-I Epidemiologic Follow-up Study to estimate the BMI at which minimum mortality occurs. In our analyses we consider the joint relationship of age, smoking status, and BMI to mortality. We present two methodologies for estimating BMImin: a logistic regression model with a transformation of BMI to accommodate asymmetry and a changepoint model as suggested by Goetghebeur and Pocock. We establish confidence intervals for BMImin using the delta method and bootstrap sampling for the logistic and the profile likelihood and bootstrap sampling for the changepoint model. We also present formal tests for the heterogeneity of BMImin by smoking status, sex, race, and age. Only the interaction between race and BMI is significant; the BMImin is somewhat higher for blacks than whites. Finally, we discuss the problem of goodness-of-fit statistics when the relationship between the characteristic and the outcome is nonmonotonic.

笔记与分组
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